The authors present a scalable curation method that combines diffusion-based mixture synthesis with a discriminative classifier to automatically extract single-source sound events from FSD50K and release the cleaned FSD50K-Solo subset.
Data leakage in cross-modal retrieval training: A case study,
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FSD50K-Solo: Automated Curation of Single-Source Sound Events
The authors present a scalable curation method that combines diffusion-based mixture synthesis with a discriminative classifier to automatically extract single-source sound events from FSD50K and release the cleaned FSD50K-Solo subset.